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Talnz007/README.md
Talha Niazi

System Status Vulkan Engine Inference Stack

TALHA NIAZI

AI Systems & Inference Engineer

Hardware-Accelerated Inference  |  llama.cpp / Vulkan  |  Deterministic Agents

LinkedIn Portfolio PyPI

💻 SYSTEM TELEMETRY & KERNEL PROFILE

Terminal System Telemetry
View System Configuration & Spec Sheet 
talha@infer-workstation
-----------------------
Host:     Custom Workstation (Fedora Linux / Kernel 6.x)
Role:     AI Systems & Inference Engineer
Focus:    Local LLM Optimization & Quantization (GGUF/AWQ)
Compute:  Vulkan ICD, DirectML, llama.cpp Compute Layers
Engines:  Python 3.12, C++20, Rust, FastAPI, PyTorch
Infra:    Docker, PostGIS, pgvector, Linux Kernel Internals
Status:   Available for high-impact contracts & remote roles

🌲 ACTIVE REPOSITORY BONSAI

Git Bonsai Animated Commit Tree

Pixel-art bonsai procedurally grown from commit volume, streaks, and repository longevity.

⚡ FEATURED INFRASTRUCTURE & ENGINES

Engine / Platform Architecture & Scope Core Stack Status
VulkanIlm High-throughput local LLM inference wrapper using Vulkan backends via llama.cpp for non-CUDA/consumer GPUs. Up to 33× speedup over CPU execution. Python C++ Vulkan GGUF PyPI
Buildables AI Track Production LLM curriculum & execution code: Advanced hybrid RAG, structured tool-calling, and evaluation suites. FastAPI pgvector LangGraph Cohort
Urban-Intel Engine Spatial intelligence platform integrating Vision Transformers, automated raster ingestion, and vector geometry. FastAPI PostGIS PyTorch Engine

🛠️ CORE TOOLCHAIN

Python   Vulkan   C++   Rust   FastAPI   PyTorch   PostgreSQL   Docker   Bash   Git

📻 WORKSPACE STREAM & TELEMETRY

Workspace Audio

Spotify Station

Synced via local workstation session

Dev Runtime Break

$ ./dev-joke.sh

Q: Why do programmers prefer dark mode?
A: Because light attracts bugs.


[Exit Code: 0]
Visitor Counter

[SYSTEM STATUS]: Deterministic pipelines • Local weights • Zero hallucinated state

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